ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k11_task1_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8465
- Qwk: 0.6573
- Mse: 0.8465
- Rmse: 0.9200
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.04 | 2 | 6.9632 | -0.0056 | 6.9632 | 2.6388 |
| No log | 0.08 | 4 | 4.3867 | 0.0606 | 4.3867 | 2.0944 |
| No log | 0.12 | 6 | 3.1213 | 0.0462 | 3.1213 | 1.7667 |
| No log | 0.16 | 8 | 2.3887 | 0.1014 | 2.3887 | 1.5456 |
| No log | 0.2 | 10 | 2.6133 | 0.0580 | 2.6133 | 1.6166 |
| No log | 0.24 | 12 | 2.1066 | 0.0504 | 2.1066 | 1.4514 |
| No log | 0.28 | 14 | 1.8038 | 0.1101 | 1.8038 | 1.3431 |
| No log | 0.32 | 16 | 2.0205 | 0.0536 | 2.0205 | 1.4215 |
| No log | 0.36 | 18 | 2.6295 | -0.0455 | 2.6295 | 1.6216 |
| No log | 0.4 | 20 | 2.5354 | -0.0758 | 2.5354 | 1.5923 |
| No log | 0.44 | 22 | 2.5333 | -0.0896 | 2.5333 | 1.5916 |
| No log | 0.48 | 24 | 2.6342 | -0.0839 | 2.6342 | 1.6230 |
| No log | 0.52 | 26 | 2.5925 | -0.0411 | 2.5925 | 1.6101 |
| No log | 0.56 | 28 | 2.4244 | -0.0286 | 2.4244 | 1.5571 |
| No log | 0.6 | 30 | 2.4009 | 0.0 | 2.4009 | 1.5495 |
| No log | 0.64 | 32 | 2.0779 | 0.1832 | 2.0779 | 1.4415 |
| No log | 0.68 | 34 | 1.9255 | 0.2520 | 1.9255 | 1.3876 |
| No log | 0.72 | 36 | 1.8959 | 0.2520 | 1.8959 | 1.3769 |
| No log | 0.76 | 38 | 2.0259 | 0.2901 | 2.0259 | 1.4233 |
| No log | 0.8 | 40 | 2.5412 | 0.0548 | 2.5412 | 1.5941 |
| No log | 0.84 | 42 | 3.6504 | 0.0819 | 3.6504 | 1.9106 |
| No log | 0.88 | 44 | 3.9880 | 0.0697 | 3.9880 | 1.9970 |
| No log | 0.92 | 46 | 3.7228 | 0.1243 | 3.7228 | 1.9295 |
| No log | 0.96 | 48 | 3.0237 | 0.0516 | 3.0237 | 1.7389 |
| No log | 1.0 | 50 | 2.2402 | 0.0548 | 2.2402 | 1.4967 |
| No log | 1.04 | 52 | 1.6355 | 0.3529 | 1.6355 | 1.2789 |
| No log | 1.08 | 54 | 1.4572 | 0.2037 | 1.4572 | 1.2072 |
| No log | 1.12 | 56 | 1.4747 | 0.2385 | 1.4747 | 1.2144 |
| No log | 1.16 | 58 | 1.5809 | 0.1682 | 1.5809 | 1.2574 |
| No log | 1.2 | 60 | 1.8362 | 0.25 | 1.8362 | 1.3551 |
| No log | 1.24 | 62 | 2.0717 | 0.2901 | 2.0717 | 1.4393 |
| No log | 1.28 | 64 | 1.9577 | 0.2687 | 1.9577 | 1.3992 |
| No log | 1.32 | 66 | 1.7165 | 0.2923 | 1.7165 | 1.3102 |
| No log | 1.3600 | 68 | 1.7341 | 0.2769 | 1.7341 | 1.3168 |
| No log | 1.4 | 70 | 1.5454 | 0.3810 | 1.5454 | 1.2432 |
| No log | 1.44 | 72 | 1.6949 | 0.4094 | 1.6949 | 1.3019 |
| No log | 1.48 | 74 | 1.9577 | 0.3284 | 1.9577 | 1.3992 |
| No log | 1.52 | 76 | 1.7612 | 0.3609 | 1.7612 | 1.3271 |
| No log | 1.56 | 78 | 1.3410 | 0.4132 | 1.3410 | 1.1580 |
| No log | 1.6 | 80 | 1.2065 | 0.4793 | 1.2065 | 1.0984 |
| No log | 1.6400 | 82 | 1.2273 | 0.4754 | 1.2273 | 1.1078 |
| No log | 1.6800 | 84 | 1.2305 | 0.5440 | 1.2305 | 1.1093 |
| No log | 1.72 | 86 | 1.2835 | 0.496 | 1.2835 | 1.1329 |
| No log | 1.76 | 88 | 1.4535 | 0.4444 | 1.4535 | 1.2056 |
| No log | 1.8 | 90 | 1.7354 | 0.3824 | 1.7354 | 1.3173 |
| No log | 1.8400 | 92 | 1.7776 | 0.3546 | 1.7776 | 1.3333 |
| No log | 1.88 | 94 | 1.8762 | 0.3733 | 1.8762 | 1.3698 |
| No log | 1.92 | 96 | 1.4607 | 0.5175 | 1.4607 | 1.2086 |
| No log | 1.96 | 98 | 1.0693 | 0.5564 | 1.0693 | 1.0340 |
| No log | 2.0 | 100 | 1.0395 | 0.5693 | 1.0395 | 1.0195 |
| No log | 2.04 | 102 | 1.2063 | 0.5324 | 1.2063 | 1.0983 |
| No log | 2.08 | 104 | 1.2312 | 0.5441 | 1.2312 | 1.1096 |
| No log | 2.12 | 106 | 1.0831 | 0.5606 | 1.0831 | 1.0407 |
| No log | 2.16 | 108 | 1.0044 | 0.6165 | 1.0044 | 1.0022 |
| No log | 2.2 | 110 | 1.0530 | 0.5736 | 1.0530 | 1.0262 |
| No log | 2.24 | 112 | 1.1493 | 0.5538 | 1.1493 | 1.0721 |
| No log | 2.2800 | 114 | 1.2859 | 0.5191 | 1.2859 | 1.1340 |
| No log | 2.32 | 116 | 1.4596 | 0.4783 | 1.4596 | 1.2081 |
| No log | 2.36 | 118 | 1.5342 | 0.4265 | 1.5342 | 1.2386 |
| No log | 2.4 | 120 | 1.6894 | 0.3333 | 1.6894 | 1.2998 |
| No log | 2.44 | 122 | 1.7555 | 0.3333 | 1.7555 | 1.3249 |
| No log | 2.48 | 124 | 1.6167 | 0.4118 | 1.6167 | 1.2715 |
| No log | 2.52 | 126 | 1.2951 | 0.5481 | 1.2951 | 1.1380 |
| No log | 2.56 | 128 | 1.0529 | 0.6418 | 1.0529 | 1.0261 |
| No log | 2.6 | 130 | 1.1106 | 0.5839 | 1.1106 | 1.0538 |
| No log | 2.64 | 132 | 1.6495 | 0.4605 | 1.6495 | 1.2843 |
| No log | 2.68 | 134 | 1.8740 | 0.3855 | 1.8740 | 1.3689 |
| No log | 2.7200 | 136 | 1.4466 | 0.5200 | 1.4466 | 1.2027 |
| No log | 2.76 | 138 | 0.9875 | 0.6575 | 0.9875 | 0.9937 |
| No log | 2.8 | 140 | 0.9182 | 0.6715 | 0.9182 | 0.9582 |
| No log | 2.84 | 142 | 0.9416 | 0.6471 | 0.9416 | 0.9704 |
| No log | 2.88 | 144 | 0.9311 | 0.6471 | 0.9311 | 0.9649 |
| No log | 2.92 | 146 | 0.9875 | 0.6479 | 0.9875 | 0.9937 |
| No log | 2.96 | 148 | 1.1181 | 0.5850 | 1.1181 | 1.0574 |
| No log | 3.0 | 150 | 1.0394 | 0.6207 | 1.0394 | 1.0195 |
| No log | 3.04 | 152 | 1.0742 | 0.6621 | 1.0742 | 1.0364 |
| No log | 3.08 | 154 | 1.0603 | 0.6622 | 1.0603 | 1.0297 |
| No log | 3.12 | 156 | 1.0261 | 0.6275 | 1.0261 | 1.0129 |
| No log | 3.16 | 158 | 1.2885 | 0.5806 | 1.2885 | 1.1351 |
| No log | 3.2 | 160 | 1.7008 | 0.4633 | 1.7008 | 1.3041 |
| No log | 3.24 | 162 | 1.7611 | 0.4633 | 1.7611 | 1.3271 |
| No log | 3.2800 | 164 | 1.3852 | 0.5375 | 1.3852 | 1.1770 |
| No log | 3.32 | 166 | 0.9207 | 0.6389 | 0.9207 | 0.9595 |
| No log | 3.36 | 168 | 0.8473 | 0.6715 | 0.8473 | 0.9205 |
| No log | 3.4 | 170 | 0.9222 | 0.5891 | 0.9222 | 0.9603 |
| No log | 3.44 | 172 | 0.9582 | 0.5909 | 0.9582 | 0.9789 |
| No log | 3.48 | 174 | 0.9871 | 0.6119 | 0.9871 | 0.9935 |
| No log | 3.52 | 176 | 1.0068 | 0.5758 | 1.0068 | 1.0034 |
| No log | 3.56 | 178 | 1.0055 | 0.6029 | 1.0055 | 1.0027 |
| No log | 3.6 | 180 | 1.0185 | 0.6056 | 1.0185 | 1.0092 |
| No log | 3.64 | 182 | 0.9597 | 0.6571 | 0.9597 | 0.9797 |
| No log | 3.68 | 184 | 1.0379 | 0.6061 | 1.0379 | 1.0188 |
| No log | 3.7200 | 186 | 1.2577 | 0.4844 | 1.2577 | 1.1215 |
| No log | 3.76 | 188 | 1.3713 | 0.4341 | 1.3713 | 1.1710 |
| No log | 3.8 | 190 | 1.2860 | 0.5113 | 1.2860 | 1.1340 |
| No log | 3.84 | 192 | 1.2489 | 0.5594 | 1.2489 | 1.1176 |
| No log | 3.88 | 194 | 1.6085 | 0.5380 | 1.6085 | 1.2683 |
| No log | 3.92 | 196 | 1.6794 | 0.5109 | 1.6794 | 1.2959 |
| No log | 3.96 | 198 | 1.3899 | 0.5562 | 1.3899 | 1.1789 |
| No log | 4.0 | 200 | 1.0987 | 0.5772 | 1.0987 | 1.0482 |
| No log | 4.04 | 202 | 0.9520 | 0.6667 | 0.9519 | 0.9757 |
| No log | 4.08 | 204 | 0.9101 | 0.6763 | 0.9101 | 0.9540 |
| No log | 4.12 | 206 | 0.9081 | 0.6857 | 0.9081 | 0.9529 |
| No log | 4.16 | 208 | 0.9222 | 0.6809 | 0.9222 | 0.9603 |
| No log | 4.2 | 210 | 1.0222 | 0.6316 | 1.0222 | 1.0111 |
| No log | 4.24 | 212 | 1.0749 | 0.6093 | 1.0749 | 1.0368 |
| No log | 4.28 | 214 | 0.9688 | 0.6154 | 0.9688 | 0.9843 |
| No log | 4.32 | 216 | 0.9169 | 0.6569 | 0.9169 | 0.9576 |
| No log | 4.36 | 218 | 0.9589 | 0.6154 | 0.9589 | 0.9792 |
| No log | 4.4 | 220 | 0.9289 | 0.6565 | 0.9289 | 0.9638 |
| No log | 4.44 | 222 | 0.8981 | 0.6763 | 0.8981 | 0.9477 |
| No log | 4.48 | 224 | 0.9184 | 0.6621 | 0.9184 | 0.9583 |
| No log | 4.52 | 226 | 1.0477 | 0.5714 | 1.0477 | 1.0236 |
| No log | 4.5600 | 228 | 1.0115 | 0.5946 | 1.0115 | 1.0058 |
| No log | 4.6 | 230 | 0.8985 | 0.6389 | 0.8985 | 0.9479 |
| No log | 4.64 | 232 | 0.8796 | 0.6713 | 0.8796 | 0.9379 |
| No log | 4.68 | 234 | 0.8853 | 0.6443 | 0.8853 | 0.9409 |
| No log | 4.72 | 236 | 0.8736 | 0.6712 | 0.8736 | 0.9346 |
| No log | 4.76 | 238 | 0.8613 | 0.6620 | 0.8613 | 0.9281 |
| No log | 4.8 | 240 | 0.8605 | 0.6620 | 0.8605 | 0.9276 |
| No log | 4.84 | 242 | 0.9062 | 0.6383 | 0.9062 | 0.9519 |
| No log | 4.88 | 244 | 0.9578 | 0.6143 | 0.9578 | 0.9787 |
| No log | 4.92 | 246 | 0.9179 | 0.6383 | 0.9179 | 0.9581 |
| No log | 4.96 | 248 | 0.8657 | 0.6712 | 0.8657 | 0.9305 |
| No log | 5.0 | 250 | 0.8401 | 0.6667 | 0.8401 | 0.9165 |
| No log | 5.04 | 252 | 0.8425 | 0.6849 | 0.8425 | 0.9179 |
| No log | 5.08 | 254 | 0.8585 | 0.6759 | 0.8585 | 0.9265 |
| No log | 5.12 | 256 | 0.8273 | 0.7297 | 0.8273 | 0.9096 |
| No log | 5.16 | 258 | 0.8369 | 0.6897 | 0.8369 | 0.9148 |
| No log | 5.2 | 260 | 0.8223 | 0.7133 | 0.8223 | 0.9068 |
| No log | 5.24 | 262 | 0.8123 | 0.6849 | 0.8123 | 0.9013 |
| No log | 5.28 | 264 | 0.8222 | 0.7075 | 0.8222 | 0.9068 |
| No log | 5.32 | 266 | 0.8384 | 0.6842 | 0.8384 | 0.9157 |
| No log | 5.36 | 268 | 0.8392 | 0.6968 | 0.8392 | 0.9161 |
| No log | 5.4 | 270 | 0.8207 | 0.7516 | 0.8207 | 0.9059 |
| No log | 5.44 | 272 | 0.8704 | 0.7234 | 0.8704 | 0.9330 |
| No log | 5.48 | 274 | 0.9072 | 0.6818 | 0.9072 | 0.9525 |
| No log | 5.52 | 276 | 0.8429 | 0.7101 | 0.8429 | 0.9181 |
| No log | 5.5600 | 278 | 0.8463 | 0.6906 | 0.8463 | 0.9199 |
| No log | 5.6 | 280 | 0.9013 | 0.6197 | 0.9013 | 0.9494 |
| No log | 5.64 | 282 | 0.9025 | 0.6197 | 0.9025 | 0.9500 |
| No log | 5.68 | 284 | 0.9026 | 0.6197 | 0.9026 | 0.9501 |
| No log | 5.72 | 286 | 0.8793 | 0.6528 | 0.8793 | 0.9377 |
| No log | 5.76 | 288 | 0.9209 | 0.6522 | 0.9209 | 0.9596 |
| No log | 5.8 | 290 | 0.9556 | 0.6438 | 0.9556 | 0.9776 |
| No log | 5.84 | 292 | 0.9624 | 0.6438 | 0.9624 | 0.9810 |
| No log | 5.88 | 294 | 0.9299 | 0.6447 | 0.9299 | 0.9643 |
| No log | 5.92 | 296 | 0.9909 | 0.6194 | 0.9909 | 0.9955 |
| No log | 5.96 | 298 | 1.0432 | 0.6115 | 1.0432 | 1.0214 |
| No log | 6.0 | 300 | 0.9354 | 0.6329 | 0.9354 | 0.9672 |
| No log | 6.04 | 302 | 0.8328 | 0.6875 | 0.8328 | 0.9126 |
| No log | 6.08 | 304 | 0.8227 | 0.7059 | 0.8227 | 0.9070 |
| No log | 6.12 | 306 | 0.8386 | 0.7081 | 0.8386 | 0.9158 |
| No log | 6.16 | 308 | 0.8433 | 0.7081 | 0.8433 | 0.9183 |
| No log | 6.2 | 310 | 0.8798 | 0.6957 | 0.8798 | 0.9380 |
| No log | 6.24 | 312 | 0.8463 | 0.7273 | 0.8463 | 0.9200 |
| No log | 6.28 | 314 | 0.7696 | 0.7286 | 0.7696 | 0.8773 |
| No log | 6.32 | 316 | 0.7514 | 0.7376 | 0.7514 | 0.8668 |
| No log | 6.36 | 318 | 0.7300 | 0.7143 | 0.7300 | 0.8544 |
| No log | 6.4 | 320 | 0.7631 | 0.75 | 0.7631 | 0.8735 |
| No log | 6.44 | 322 | 0.9248 | 0.6294 | 0.9248 | 0.9617 |
| No log | 6.48 | 324 | 0.9621 | 0.6056 | 0.9621 | 0.9809 |
| No log | 6.52 | 326 | 0.8485 | 0.6377 | 0.8485 | 0.9212 |
| No log | 6.5600 | 328 | 0.7624 | 0.6815 | 0.7624 | 0.8732 |
| No log | 6.6 | 330 | 0.7436 | 0.7007 | 0.7436 | 0.8623 |
| No log | 6.64 | 332 | 0.7372 | 0.7273 | 0.7372 | 0.8586 |
| No log | 6.68 | 334 | 0.7363 | 0.7467 | 0.7363 | 0.8581 |
| No log | 6.72 | 336 | 0.7674 | 0.7467 | 0.7674 | 0.8760 |
| No log | 6.76 | 338 | 0.8066 | 0.7467 | 0.8066 | 0.8981 |
| No log | 6.8 | 340 | 0.8321 | 0.7226 | 0.8321 | 0.9122 |
| No log | 6.84 | 342 | 0.8592 | 0.6395 | 0.8592 | 0.9270 |
| No log | 6.88 | 344 | 0.9366 | 0.6486 | 0.9366 | 0.9678 |
| No log | 6.92 | 346 | 1.0495 | 0.6081 | 1.0495 | 1.0244 |
| No log | 6.96 | 348 | 1.0152 | 0.6027 | 1.0152 | 1.0075 |
| No log | 7.0 | 350 | 0.8732 | 0.6939 | 0.8732 | 0.9344 |
| No log | 7.04 | 352 | 0.7882 | 0.6713 | 0.7882 | 0.8878 |
| No log | 7.08 | 354 | 0.7821 | 0.6429 | 0.7821 | 0.8843 |
| No log | 7.12 | 356 | 0.7907 | 0.6849 | 0.7907 | 0.8892 |
| No log | 7.16 | 358 | 0.8382 | 0.6944 | 0.8382 | 0.9155 |
| No log | 7.2 | 360 | 0.8771 | 0.6892 | 0.8771 | 0.9366 |
| No log | 7.24 | 362 | 0.9647 | 0.6483 | 0.9647 | 0.9822 |
| No log | 7.28 | 364 | 0.9009 | 0.6573 | 0.9009 | 0.9492 |
| No log | 7.32 | 366 | 0.8479 | 0.6912 | 0.8479 | 0.9208 |
| No log | 7.36 | 368 | 0.9069 | 0.6667 | 0.9069 | 0.9523 |
| No log | 7.4 | 370 | 0.9345 | 0.6324 | 0.9345 | 0.9667 |
| No log | 7.44 | 372 | 0.8520 | 0.6897 | 0.8520 | 0.9230 |
| No log | 7.48 | 374 | 0.8493 | 0.6849 | 0.8493 | 0.9216 |
| No log | 7.52 | 376 | 0.9119 | 0.6620 | 0.9119 | 0.9549 |
| No log | 7.5600 | 378 | 0.9274 | 0.6324 | 0.9274 | 0.9630 |
| No log | 7.6 | 380 | 0.9233 | 0.6364 | 0.9233 | 0.9609 |
| No log | 7.64 | 382 | 0.9706 | 0.5827 | 0.9706 | 0.9852 |
| No log | 7.68 | 384 | 0.9396 | 0.5984 | 0.9396 | 0.9693 |
| No log | 7.72 | 386 | 0.8898 | 0.6569 | 0.8898 | 0.9433 |
| No log | 7.76 | 388 | 0.9259 | 0.6029 | 0.9259 | 0.9623 |
| No log | 7.8 | 390 | 0.9873 | 0.6434 | 0.9873 | 0.9936 |
| No log | 7.84 | 392 | 0.9785 | 0.6197 | 0.9785 | 0.9892 |
| No log | 7.88 | 394 | 0.9073 | 0.6294 | 0.9073 | 0.9525 |
| No log | 7.92 | 396 | 0.8317 | 0.6713 | 0.8317 | 0.9120 |
| No log | 7.96 | 398 | 0.8621 | 0.6621 | 0.8621 | 0.9285 |
| No log | 8.0 | 400 | 0.8630 | 0.6621 | 0.8630 | 0.9290 |
| No log | 8.04 | 402 | 0.8748 | 0.6395 | 0.8748 | 0.9353 |
| No log | 8.08 | 404 | 0.8523 | 0.6711 | 0.8523 | 0.9232 |
| No log | 8.12 | 406 | 0.9028 | 0.6395 | 0.9028 | 0.9501 |
| No log | 8.16 | 408 | 1.0031 | 0.6027 | 1.0031 | 1.0015 |
| No log | 8.2 | 410 | 0.9233 | 0.6301 | 0.9233 | 0.9609 |
| No log | 8.24 | 412 | 0.8554 | 0.6 | 0.8554 | 0.9249 |
| No log | 8.28 | 414 | 0.8607 | 0.6 | 0.8607 | 0.9278 |
| No log | 8.32 | 416 | 0.8514 | 0.6029 | 0.8514 | 0.9227 |
| No log | 8.36 | 418 | 0.8517 | 0.6316 | 0.8517 | 0.9229 |
| No log | 8.4 | 420 | 0.8407 | 0.6522 | 0.8407 | 0.9169 |
| No log | 8.44 | 422 | 0.8380 | 0.6338 | 0.8380 | 0.9154 |
| No log | 8.48 | 424 | 0.8223 | 0.6434 | 0.8223 | 0.9068 |
| No log | 8.52 | 426 | 0.8187 | 0.6950 | 0.8187 | 0.9048 |
| No log | 8.56 | 428 | 0.8124 | 0.6809 | 0.8124 | 0.9013 |
| No log | 8.6 | 430 | 0.8037 | 0.6573 | 0.8037 | 0.8965 |
| No log | 8.64 | 432 | 0.8627 | 0.6622 | 0.8627 | 0.9288 |
| No log | 8.68 | 434 | 0.8892 | 0.6395 | 0.8892 | 0.9430 |
| No log | 8.72 | 436 | 0.8500 | 0.6483 | 0.8500 | 0.9220 |
| No log | 8.76 | 438 | 0.7707 | 0.6993 | 0.7707 | 0.8779 |
| No log | 8.8 | 440 | 0.7206 | 0.7619 | 0.7206 | 0.8489 |
| No log | 8.84 | 442 | 0.7372 | 0.7050 | 0.7372 | 0.8586 |
| No log | 8.88 | 444 | 0.7479 | 0.7101 | 0.7479 | 0.8648 |
| No log | 8.92 | 446 | 0.7547 | 0.7586 | 0.7547 | 0.8687 |
| No log | 8.96 | 448 | 0.8054 | 0.6757 | 0.8054 | 0.8975 |
| No log | 9.0 | 450 | 0.8441 | 0.6755 | 0.8441 | 0.9188 |
| No log | 9.04 | 452 | 0.8064 | 0.6933 | 0.8064 | 0.8980 |
| No log | 9.08 | 454 | 0.7766 | 0.7484 | 0.7766 | 0.8812 |
| No log | 9.12 | 456 | 0.8007 | 0.6950 | 0.8007 | 0.8948 |
| No log | 9.16 | 458 | 0.8056 | 0.75 | 0.8056 | 0.8976 |
| No log | 9.2 | 460 | 0.7967 | 0.7273 | 0.7967 | 0.8926 |
| No log | 9.24 | 462 | 0.8771 | 0.6395 | 0.8771 | 0.9365 |
| No log | 9.28 | 464 | 1.0154 | 0.5833 | 1.0154 | 1.0077 |
| No log | 9.32 | 466 | 1.0872 | 0.5833 | 1.0872 | 1.0427 |
| No log | 9.36 | 468 | 1.0690 | 0.5594 | 1.0690 | 1.0339 |
| No log | 9.4 | 470 | 0.9766 | 0.5522 | 0.9766 | 0.9882 |
| No log | 9.44 | 472 | 0.9114 | 0.6260 | 0.9114 | 0.9546 |
| No log | 9.48 | 474 | 0.8792 | 0.6462 | 0.8792 | 0.9376 |
| No log | 9.52 | 476 | 0.8431 | 0.6667 | 0.8431 | 0.9182 |
| No log | 9.56 | 478 | 0.8406 | 0.6423 | 0.8406 | 0.9168 |
| No log | 9.6 | 480 | 0.8168 | 0.6761 | 0.8168 | 0.9037 |
| No log | 9.64 | 482 | 0.7940 | 0.7083 | 0.7940 | 0.8911 |
| No log | 9.68 | 484 | 0.7857 | 0.7050 | 0.7857 | 0.8864 |
| No log | 9.72 | 486 | 0.8415 | 0.6119 | 0.8415 | 0.9173 |
| No log | 9.76 | 488 | 0.8853 | 0.5606 | 0.8853 | 0.9409 |
| No log | 9.8 | 490 | 0.8841 | 0.5846 | 0.8841 | 0.9403 |
| No log | 9.84 | 492 | 0.8689 | 0.5891 | 0.8689 | 0.9321 |
| No log | 9.88 | 494 | 0.8736 | 0.5758 | 0.8736 | 0.9346 |
| No log | 9.92 | 496 | 0.8861 | 0.5926 | 0.8861 | 0.9413 |
| No log | 9.96 | 498 | 0.8815 | 0.5882 | 0.8815 | 0.9389 |
| 0.4615 | 10.0 | 500 | 0.8781 | 0.5802 | 0.8781 | 0.9371 |
| 0.4615 | 10.04 | 502 | 0.8682 | 0.5954 | 0.8682 | 0.9318 |
| 0.4615 | 10.08 | 504 | 0.8208 | 0.5954 | 0.8208 | 0.9060 |
| 0.4615 | 10.12 | 506 | 0.7983 | 0.6165 | 0.7983 | 0.8935 |
| 0.4615 | 10.16 | 508 | 0.7659 | 0.6418 | 0.7659 | 0.8751 |
| 0.4615 | 10.2 | 510 | 0.7164 | 0.7234 | 0.7164 | 0.8464 |
| 0.4615 | 10.24 | 512 | 0.7006 | 0.7568 | 0.7006 | 0.8370 |
| 0.4615 | 10.28 | 514 | 0.7342 | 0.7333 | 0.7342 | 0.8569 |
| 0.4615 | 10.32 | 516 | 0.7841 | 0.6528 | 0.7841 | 0.8855 |
| 0.4615 | 10.36 | 518 | 0.8333 | 0.6622 | 0.8333 | 0.9128 |
| 0.4615 | 10.4 | 520 | 0.8081 | 0.6755 | 0.8081 | 0.8989 |
| 0.4615 | 10.44 | 522 | 0.7444 | 0.7261 | 0.7444 | 0.8628 |
| 0.4615 | 10.48 | 524 | 0.6639 | 0.7662 | 0.6639 | 0.8148 |
| 0.4615 | 10.52 | 526 | 0.6316 | 0.76 | 0.6316 | 0.7947 |
| 0.4615 | 10.56 | 528 | 0.6485 | 0.7273 | 0.6485 | 0.8053 |
| 0.4615 | 10.6 | 530 | 0.6654 | 0.7222 | 0.6654 | 0.8157 |
| 0.4615 | 10.64 | 532 | 0.7616 | 0.6759 | 0.7616 | 0.8727 |
| 0.4615 | 10.68 | 534 | 0.9052 | 0.6294 | 0.9052 | 0.9514 |
| 0.4615 | 10.72 | 536 | 0.9233 | 0.6241 | 0.9233 | 0.9609 |
| 0.4615 | 10.76 | 538 | 0.9144 | 0.6197 | 0.9144 | 0.9562 |
| 0.4615 | 10.8 | 540 | 0.8622 | 0.5857 | 0.8622 | 0.9285 |
| 0.4615 | 10.84 | 542 | 0.8202 | 0.6099 | 0.8202 | 0.9057 |
| 0.4615 | 10.88 | 544 | 0.7620 | 0.7075 | 0.7620 | 0.8729 |
| 0.4615 | 10.92 | 546 | 0.7461 | 0.7320 | 0.7461 | 0.8638 |
| 0.4615 | 10.96 | 548 | 0.7968 | 0.7407 | 0.7968 | 0.8927 |
| 0.4615 | 11.0 | 550 | 0.9017 | 0.6667 | 0.9017 | 0.9496 |
| 0.4615 | 11.04 | 552 | 0.9123 | 0.6667 | 0.9123 | 0.9552 |
| 0.4615 | 11.08 | 554 | 0.8299 | 0.6667 | 0.8299 | 0.9110 |
| 0.4615 | 11.12 | 556 | 0.8275 | 0.6806 | 0.8275 | 0.9097 |
| 0.4615 | 11.16 | 558 | 0.8916 | 0.6759 | 0.8916 | 0.9443 |
| 0.4615 | 11.2 | 560 | 0.8876 | 0.6806 | 0.8876 | 0.9421 |
| 0.4615 | 11.24 | 562 | 0.8814 | 0.6806 | 0.8814 | 0.9388 |
| 0.4615 | 11.28 | 564 | 0.8553 | 0.6667 | 0.8553 | 0.9248 |
| 0.4615 | 11.32 | 566 | 0.8248 | 0.6986 | 0.8248 | 0.9082 |
| 0.4615 | 11.36 | 568 | 0.7801 | 0.6986 | 0.7801 | 0.8832 |
| 0.4615 | 11.4 | 570 | 0.7758 | 0.6986 | 0.7758 | 0.8808 |
| 0.4615 | 11.44 | 572 | 0.7411 | 0.7211 | 0.7411 | 0.8609 |
| 0.4615 | 11.48 | 574 | 0.7210 | 0.7517 | 0.7210 | 0.8491 |
| 0.4615 | 11.52 | 576 | 0.7454 | 0.7211 | 0.7454 | 0.8634 |
| 0.4615 | 11.56 | 578 | 0.8799 | 0.6483 | 0.8799 | 0.9380 |
| 0.4615 | 11.6 | 580 | 1.0014 | 0.6345 | 1.0014 | 1.0007 |
| 0.4615 | 11.64 | 582 | 0.9901 | 0.6389 | 0.9901 | 0.9950 |
| 0.4615 | 11.68 | 584 | 0.8911 | 0.6383 | 0.8911 | 0.9440 |
| 0.4615 | 11.72 | 586 | 0.8099 | 0.6857 | 0.8099 | 0.8999 |
| 0.4615 | 11.76 | 588 | 0.7547 | 0.7042 | 0.7547 | 0.8687 |
| 0.4615 | 11.8 | 590 | 0.7364 | 0.7273 | 0.7364 | 0.8581 |
| 0.4615 | 11.84 | 592 | 0.7635 | 0.6714 | 0.7635 | 0.8738 |
| 0.4615 | 11.88 | 594 | 0.7899 | 0.6620 | 0.7899 | 0.8888 |
| 0.4615 | 11.92 | 596 | 0.7552 | 0.7183 | 0.7552 | 0.8690 |
| 0.4615 | 11.96 | 598 | 0.7546 | 0.7234 | 0.7546 | 0.8687 |
| 0.4615 | 12.0 | 600 | 0.7859 | 0.6815 | 0.7859 | 0.8865 |
| 0.4615 | 12.04 | 602 | 0.7889 | 0.7194 | 0.7889 | 0.8882 |
| 0.4615 | 12.08 | 604 | 0.7772 | 0.7234 | 0.7772 | 0.8816 |
| 0.4615 | 12.12 | 606 | 0.7573 | 0.7310 | 0.7573 | 0.8702 |
| 0.4615 | 12.16 | 608 | 0.7419 | 0.7397 | 0.7419 | 0.8613 |
| 0.4615 | 12.2 | 610 | 0.7412 | 0.7347 | 0.7412 | 0.8609 |
| 0.4615 | 12.24 | 612 | 0.7407 | 0.7034 | 0.7407 | 0.8606 |
| 0.4615 | 12.28 | 614 | 0.7579 | 0.7172 | 0.7579 | 0.8705 |
| 0.4615 | 12.32 | 616 | 0.7758 | 0.6853 | 0.7758 | 0.8808 |
| 0.4615 | 12.36 | 618 | 0.7834 | 0.6667 | 0.7834 | 0.8851 |
| 0.4615 | 12.4 | 620 | 0.8080 | 0.6957 | 0.8080 | 0.8989 |
| 0.4615 | 12.44 | 622 | 0.8182 | 0.6515 | 0.8182 | 0.9046 |
| 0.4615 | 12.48 | 624 | 0.8059 | 0.6812 | 0.8059 | 0.8977 |
| 0.4615 | 12.52 | 626 | 0.7920 | 0.6993 | 0.7920 | 0.8899 |
| 0.4615 | 12.56 | 628 | 0.8163 | 0.7075 | 0.8163 | 0.9035 |
| 0.4615 | 12.6 | 630 | 0.8510 | 0.6483 | 0.8510 | 0.9225 |
| 0.4615 | 12.64 | 632 | 0.8113 | 0.6944 | 0.8113 | 0.9007 |
| 0.4615 | 12.68 | 634 | 0.7564 | 0.7273 | 0.7564 | 0.8697 |
| 0.4615 | 12.72 | 636 | 0.7495 | 0.7092 | 0.7495 | 0.8658 |
| 0.4615 | 12.76 | 638 | 0.7478 | 0.7448 | 0.7478 | 0.8648 |
| 0.4615 | 12.8 | 640 | 0.8078 | 0.7042 | 0.8078 | 0.8988 |
| 0.4615 | 12.84 | 642 | 0.8626 | 0.6667 | 0.8626 | 0.9287 |
| 0.4615 | 12.88 | 644 | 0.9044 | 0.6069 | 0.9044 | 0.9510 |
| 0.4615 | 12.92 | 646 | 0.8400 | 0.6301 | 0.8400 | 0.9165 |
| 0.4615 | 12.96 | 648 | 0.7412 | 0.7260 | 0.7412 | 0.8609 |
| 0.4615 | 13.0 | 650 | 0.6846 | 0.7568 | 0.6846 | 0.8274 |
| 0.4615 | 13.04 | 652 | 0.6778 | 0.7568 | 0.6778 | 0.8233 |
| 0.4615 | 13.08 | 654 | 0.6878 | 0.7568 | 0.6878 | 0.8293 |
| 0.4615 | 13.12 | 656 | 0.7040 | 0.7682 | 0.7040 | 0.8391 |
| 0.4615 | 13.16 | 658 | 0.7078 | 0.7755 | 0.7078 | 0.8413 |
| 0.4615 | 13.2 | 660 | 0.7133 | 0.7619 | 0.7133 | 0.8446 |
| 0.4615 | 13.24 | 662 | 0.7180 | 0.7619 | 0.7180 | 0.8474 |
| 0.4615 | 13.28 | 664 | 0.7443 | 0.7361 | 0.7443 | 0.8628 |
| 0.4615 | 13.32 | 666 | 0.7851 | 0.7222 | 0.7851 | 0.8861 |
| 0.4615 | 13.36 | 668 | 0.8331 | 0.6667 | 0.8331 | 0.9128 |
| 0.4615 | 13.4 | 670 | 0.8405 | 0.6713 | 0.8405 | 0.9168 |
| 0.4615 | 13.44 | 672 | 0.7537 | 0.7172 | 0.7537 | 0.8682 |
| 0.4615 | 13.48 | 674 | 0.6879 | 0.7568 | 0.6879 | 0.8294 |
| 0.4615 | 13.52 | 676 | 0.6858 | 0.7568 | 0.6858 | 0.8281 |
| 0.4615 | 13.56 | 678 | 0.7026 | 0.7534 | 0.7026 | 0.8382 |
| 0.4615 | 13.6 | 680 | 0.7219 | 0.7397 | 0.7219 | 0.8497 |
| 0.4615 | 13.64 | 682 | 0.7616 | 0.7222 | 0.7616 | 0.8727 |
| 0.4615 | 13.68 | 684 | 0.8068 | 0.6993 | 0.8068 | 0.8982 |
| 0.4615 | 13.72 | 686 | 0.8182 | 0.6713 | 0.8182 | 0.9045 |
| 0.4615 | 13.76 | 688 | 0.7924 | 0.6944 | 0.7924 | 0.8902 |
| 0.4615 | 13.8 | 690 | 0.7523 | 0.7397 | 0.7523 | 0.8674 |
| 0.4615 | 13.84 | 692 | 0.7347 | 0.7483 | 0.7347 | 0.8571 |
| 0.4615 | 13.88 | 694 | 0.7382 | 0.7417 | 0.7382 | 0.8592 |
| 0.4615 | 13.92 | 696 | 0.7490 | 0.7368 | 0.7490 | 0.8654 |
| 0.4615 | 13.96 | 698 | 0.7721 | 0.7643 | 0.7721 | 0.8787 |
| 0.4615 | 14.0 | 700 | 0.7921 | 0.7722 | 0.7921 | 0.8900 |
| 0.4615 | 14.04 | 702 | 0.7784 | 0.7451 | 0.7784 | 0.8823 |
| 0.4615 | 14.08 | 704 | 0.7936 | 0.7152 | 0.7936 | 0.8909 |
| 0.4615 | 14.12 | 706 | 0.7907 | 0.7260 | 0.7907 | 0.8892 |
| 0.4615 | 14.16 | 708 | 0.8055 | 0.7483 | 0.8055 | 0.8975 |
| 0.4615 | 14.2 | 710 | 0.8376 | 0.7083 | 0.8376 | 0.9152 |
| 0.4615 | 14.24 | 712 | 0.8845 | 0.6043 | 0.8845 | 0.9405 |
| 0.4615 | 14.28 | 714 | 0.8758 | 0.5833 | 0.8758 | 0.9358 |
| 0.4615 | 14.32 | 716 | 0.8480 | 0.6667 | 0.8480 | 0.9209 |
| 0.4615 | 14.36 | 718 | 0.8066 | 0.7368 | 0.8066 | 0.8981 |
| 0.4615 | 14.4 | 720 | 0.7892 | 0.7320 | 0.7892 | 0.8884 |
| 0.4615 | 14.44 | 722 | 0.7850 | 0.7436 | 0.7850 | 0.8860 |
| 0.4615 | 14.48 | 724 | 0.7812 | 0.7436 | 0.7812 | 0.8838 |
| 0.4615 | 14.52 | 726 | 0.7922 | 0.7643 | 0.7922 | 0.8900 |
| 0.4615 | 14.56 | 728 | 0.7750 | 0.7532 | 0.7750 | 0.8804 |
| 0.4615 | 14.6 | 730 | 0.7674 | 0.7682 | 0.7674 | 0.8760 |
| 0.4615 | 14.64 | 732 | 0.7632 | 0.7763 | 0.7632 | 0.8736 |
| 0.4615 | 14.68 | 734 | 0.7598 | 0.7682 | 0.7598 | 0.8716 |
| 0.4615 | 14.72 | 736 | 0.7716 | 0.7682 | 0.7716 | 0.8784 |
| 0.4615 | 14.76 | 738 | 0.7806 | 0.7682 | 0.7806 | 0.8835 |
| 0.4615 | 14.8 | 740 | 0.8259 | 0.7333 | 0.8259 | 0.9088 |
| 0.4615 | 14.84 | 742 | 0.8092 | 0.7550 | 0.8092 | 0.8996 |
| 0.4615 | 14.88 | 744 | 0.8310 | 0.7333 | 0.8310 | 0.9116 |
| 0.4615 | 14.92 | 746 | 0.8132 | 0.7550 | 0.8132 | 0.9017 |
| 0.4615 | 14.96 | 748 | 0.7556 | 0.7550 | 0.7556 | 0.8693 |
| 0.4615 | 15.0 | 750 | 0.7252 | 0.7467 | 0.7252 | 0.8516 |
| 0.4615 | 15.04 | 752 | 0.7186 | 0.7619 | 0.7186 | 0.8477 |
| 0.4615 | 15.08 | 754 | 0.7239 | 0.7417 | 0.7239 | 0.8509 |
| 0.4615 | 15.12 | 756 | 0.7548 | 0.7383 | 0.7548 | 0.8688 |
| 0.4615 | 15.16 | 758 | 0.7967 | 0.7297 | 0.7967 | 0.8926 |
| 0.4615 | 15.2 | 760 | 0.8712 | 0.6294 | 0.8712 | 0.9334 |
| 0.4615 | 15.24 | 762 | 0.8904 | 0.6259 | 0.8904 | 0.9436 |
| 0.4615 | 15.28 | 764 | 0.8590 | 0.6849 | 0.8590 | 0.9268 |
| 0.4615 | 15.32 | 766 | 0.7958 | 0.7075 | 0.7958 | 0.8921 |
| 0.4615 | 15.36 | 768 | 0.7548 | 0.7347 | 0.7548 | 0.8688 |
| 0.4615 | 15.4 | 770 | 0.7330 | 0.7517 | 0.7330 | 0.8561 |
| 0.4615 | 15.44 | 772 | 0.7426 | 0.7467 | 0.7426 | 0.8617 |
| 0.4615 | 15.48 | 774 | 0.7772 | 0.6849 | 0.7772 | 0.8816 |
| 0.4615 | 15.52 | 776 | 0.8468 | 0.6757 | 0.8468 | 0.9202 |
| 0.4615 | 15.56 | 778 | 0.8868 | 0.6197 | 0.8868 | 0.9417 |
| 0.4615 | 15.6 | 780 | 0.8748 | 0.6714 | 0.8748 | 0.9353 |
| 0.4615 | 15.64 | 782 | 0.8504 | 0.6667 | 0.8504 | 0.9222 |
| 0.4615 | 15.68 | 784 | 0.8356 | 0.6565 | 0.8356 | 0.9141 |
| 0.4615 | 15.72 | 786 | 0.8176 | 0.6906 | 0.8176 | 0.9042 |
| 0.4615 | 15.76 | 788 | 0.8140 | 0.6939 | 0.8140 | 0.9022 |
| 0.4615 | 15.8 | 790 | 0.8102 | 0.6712 | 0.8102 | 0.9001 |
| 0.4615 | 15.84 | 792 | 0.7973 | 0.6939 | 0.7973 | 0.8929 |
| 0.4615 | 15.88 | 794 | 0.7863 | 0.6939 | 0.7863 | 0.8867 |
| 0.4615 | 15.92 | 796 | 0.7727 | 0.7273 | 0.7727 | 0.8790 |
| 0.4615 | 15.96 | 798 | 0.7898 | 0.6667 | 0.7898 | 0.8887 |
| 0.4615 | 16.0 | 800 | 0.8063 | 0.6815 | 0.8063 | 0.8979 |
| 0.4615 | 16.04 | 802 | 0.8178 | 0.7123 | 0.8178 | 0.9043 |
| 0.4615 | 16.08 | 804 | 0.9229 | 0.6207 | 0.9229 | 0.9607 |
| 0.4615 | 16.12 | 806 | 1.0476 | 0.6577 | 1.0476 | 1.0235 |
| 0.4615 | 16.16 | 808 | 1.0873 | 0.6456 | 1.0873 | 1.0427 |
| 0.4615 | 16.2 | 810 | 1.0219 | 0.6623 | 1.0219 | 1.0109 |
| 0.4615 | 16.24 | 812 | 0.9484 | 0.6301 | 0.9484 | 0.9739 |
| 0.4615 | 16.28 | 814 | 0.8673 | 0.6207 | 0.8673 | 0.9313 |
| 0.4615 | 16.32 | 816 | 0.8153 | 0.7123 | 0.8153 | 0.9030 |
| 0.4615 | 16.36 | 818 | 0.7771 | 0.7785 | 0.7771 | 0.8816 |
| 0.4615 | 16.4 | 820 | 0.7470 | 0.7260 | 0.7470 | 0.8643 |
| 0.4615 | 16.44 | 822 | 0.7479 | 0.7651 | 0.7479 | 0.8648 |
| 0.4615 | 16.48 | 824 | 0.7683 | 0.7237 | 0.7683 | 0.8765 |
| 0.4615 | 16.52 | 826 | 0.7981 | 0.7516 | 0.7981 | 0.8934 |
| 0.4615 | 16.56 | 828 | 0.7887 | 0.7383 | 0.7887 | 0.8881 |
| 0.4615 | 16.6 | 830 | 0.7828 | 0.7483 | 0.7828 | 0.8847 |
| 0.4615 | 16.64 | 832 | 0.8021 | 0.6912 | 0.8021 | 0.8956 |
| 0.4615 | 16.68 | 834 | 0.8123 | 0.6815 | 0.8123 | 0.9013 |
| 0.4615 | 16.72 | 836 | 0.8013 | 0.7246 | 0.8013 | 0.8952 |
| 0.4615 | 16.76 | 838 | 0.7808 | 0.7376 | 0.7808 | 0.8836 |
| 0.4615 | 16.8 | 840 | 0.7893 | 0.7183 | 0.7893 | 0.8884 |
| 0.4615 | 16.84 | 842 | 0.8016 | 0.7034 | 0.8016 | 0.8953 |
| 0.4615 | 16.88 | 844 | 0.8417 | 0.6806 | 0.8417 | 0.9175 |
| 0.4615 | 16.92 | 846 | 0.9184 | 0.6395 | 0.9184 | 0.9584 |
| 0.4615 | 16.96 | 848 | 0.9185 | 0.6528 | 0.9185 | 0.9584 |
| 0.4615 | 17.0 | 850 | 0.8529 | 0.6759 | 0.8529 | 0.9235 |
| 0.4615 | 17.04 | 852 | 0.8133 | 0.7075 | 0.8133 | 0.9018 |
| 0.4615 | 17.08 | 854 | 0.7990 | 0.6853 | 0.7990 | 0.8938 |
| 0.4615 | 17.12 | 856 | 0.7989 | 0.6944 | 0.7989 | 0.8938 |
| 0.4615 | 17.16 | 858 | 0.8435 | 0.6757 | 0.8435 | 0.9184 |
| 0.4615 | 17.2 | 860 | 0.9066 | 0.6622 | 0.9066 | 0.9522 |
| 0.4615 | 17.24 | 862 | 0.9386 | 0.6755 | 0.9386 | 0.9688 |
| 0.4615 | 17.28 | 864 | 0.9125 | 0.6974 | 0.9125 | 0.9552 |
| 0.4615 | 17.32 | 866 | 0.8597 | 0.7067 | 0.8597 | 0.9272 |
| 0.4615 | 17.36 | 868 | 0.8109 | 0.7451 | 0.8109 | 0.9005 |
| 0.4615 | 17.4 | 870 | 0.7588 | 0.7237 | 0.7588 | 0.8711 |
| 0.4615 | 17.44 | 872 | 0.7820 | 0.7285 | 0.7820 | 0.8843 |
| 0.4615 | 17.48 | 874 | 0.8603 | 0.6667 | 0.8603 | 0.9275 |
| 0.4615 | 17.52 | 876 | 0.9844 | 0.6577 | 0.9844 | 0.9922 |
| 0.4615 | 17.56 | 878 | 1.0628 | 0.6533 | 1.0628 | 1.0309 |
| 0.4615 | 17.6 | 880 | 1.0387 | 0.6533 | 1.0387 | 1.0191 |
| 0.4615 | 17.64 | 882 | 0.9407 | 0.6309 | 0.9407 | 0.9699 |
| 0.4615 | 17.68 | 884 | 0.8275 | 0.6528 | 0.8275 | 0.9097 |
| 0.4615 | 17.72 | 886 | 0.7974 | 0.7083 | 0.7974 | 0.8930 |
| 0.4615 | 17.76 | 888 | 0.7860 | 0.7172 | 0.7860 | 0.8866 |
| 0.4615 | 17.8 | 890 | 0.7894 | 0.6901 | 0.7894 | 0.8885 |
| 0.4615 | 17.84 | 892 | 0.8730 | 0.6389 | 0.8730 | 0.9344 |
| 0.4615 | 17.88 | 894 | 0.9445 | 0.6309 | 0.9445 | 0.9719 |
| 0.4615 | 17.92 | 896 | 0.9362 | 0.6164 | 0.9362 | 0.9676 |
| 0.4615 | 17.96 | 898 | 0.8450 | 0.6438 | 0.8450 | 0.9192 |
| 0.4615 | 18.0 | 900 | 0.7522 | 0.7397 | 0.7522 | 0.8673 |
| 0.4615 | 18.04 | 902 | 0.7474 | 0.6866 | 0.7474 | 0.8645 |
| 0.4615 | 18.08 | 904 | 0.7617 | 0.6519 | 0.7617 | 0.8728 |
| 0.4615 | 18.12 | 906 | 0.7724 | 0.6519 | 0.7724 | 0.8789 |
| 0.4615 | 18.16 | 908 | 0.7143 | 0.6861 | 0.7143 | 0.8451 |
| 0.4615 | 18.2 | 910 | 0.6902 | 0.7059 | 0.6902 | 0.8308 |
| 0.4615 | 18.24 | 912 | 0.7038 | 0.7007 | 0.7038 | 0.8389 |
| 0.4615 | 18.28 | 914 | 0.7466 | 0.6763 | 0.7466 | 0.8640 |
| 0.4615 | 18.32 | 916 | 0.7559 | 0.6763 | 0.7559 | 0.8694 |
| 0.4615 | 18.36 | 918 | 0.7599 | 0.6809 | 0.7599 | 0.8717 |
| 0.4615 | 18.4 | 920 | 0.7673 | 0.7222 | 0.7673 | 0.8759 |
| 0.4615 | 18.44 | 922 | 0.7291 | 0.7333 | 0.7291 | 0.8539 |
| 0.4615 | 18.48 | 924 | 0.6791 | 0.7417 | 0.6791 | 0.8241 |
| 0.4615 | 18.52 | 926 | 0.6750 | 0.75 | 0.6750 | 0.8216 |
| 0.4615 | 18.56 | 928 | 0.6822 | 0.75 | 0.6822 | 0.8260 |
| 0.4615 | 18.6 | 930 | 0.7142 | 0.7568 | 0.7142 | 0.8451 |
| 0.4615 | 18.64 | 932 | 0.7694 | 0.7273 | 0.7694 | 0.8772 |
| 0.4615 | 18.68 | 934 | 0.8172 | 0.6761 | 0.8172 | 0.9040 |
| 0.4615 | 18.72 | 936 | 0.8743 | 0.625 | 0.8743 | 0.9350 |
| 0.4615 | 18.76 | 938 | 0.9084 | 0.6207 | 0.9084 | 0.9531 |
| 0.4615 | 18.8 | 940 | 0.8770 | 0.6438 | 0.8770 | 0.9365 |
| 0.4615 | 18.84 | 942 | 0.8213 | 0.6667 | 0.8213 | 0.9062 |
| 0.4615 | 18.88 | 944 | 0.7898 | 0.72 | 0.7898 | 0.8887 |
| 0.4615 | 18.92 | 946 | 0.7620 | 0.72 | 0.7620 | 0.8729 |
| 0.4615 | 18.96 | 948 | 0.7457 | 0.7417 | 0.7457 | 0.8635 |
| 0.4615 | 19.0 | 950 | 0.7467 | 0.7114 | 0.7467 | 0.8641 |
| 0.4615 | 19.04 | 952 | 0.7914 | 0.7368 | 0.7914 | 0.8896 |
| 0.4615 | 19.08 | 954 | 0.8173 | 0.6711 | 0.8173 | 0.9041 |
| 0.4615 | 19.12 | 956 | 0.8337 | 0.6301 | 0.8337 | 0.9131 |
| 0.4615 | 19.16 | 958 | 0.8389 | 0.6713 | 0.8389 | 0.9159 |
| 0.4615 | 19.2 | 960 | 0.8155 | 0.6944 | 0.8155 | 0.9031 |
| 0.4615 | 19.24 | 962 | 0.7806 | 0.7034 | 0.7806 | 0.8835 |
| 0.4615 | 19.28 | 964 | 0.7646 | 0.7027 | 0.7646 | 0.8744 |
| 0.4615 | 19.32 | 966 | 0.7535 | 0.7027 | 0.7535 | 0.8680 |
| 0.4615 | 19.36 | 968 | 0.7676 | 0.6892 | 0.7676 | 0.8761 |
| 0.4615 | 19.4 | 970 | 0.8228 | 0.7211 | 0.8228 | 0.9071 |
| 0.4615 | 19.44 | 972 | 0.9004 | 0.6486 | 0.9004 | 0.9489 |
| 0.4615 | 19.48 | 974 | 0.9146 | 0.6486 | 0.9146 | 0.9563 |
| 0.4615 | 19.52 | 976 | 0.8526 | 0.6711 | 0.8526 | 0.9234 |
| 0.4615 | 19.56 | 978 | 0.7923 | 0.7152 | 0.7923 | 0.8901 |
| 0.4615 | 19.6 | 980 | 0.7698 | 0.6757 | 0.7698 | 0.8774 |
| 0.4615 | 19.64 | 982 | 0.7533 | 0.6846 | 0.7533 | 0.8679 |
| 0.4615 | 19.68 | 984 | 0.7846 | 0.6757 | 0.7846 | 0.8858 |
| 0.4615 | 19.72 | 986 | 0.8152 | 0.6757 | 0.8152 | 0.9029 |
| 0.4615 | 19.76 | 988 | 0.8288 | 0.6757 | 0.8288 | 0.9104 |
| 0.4615 | 19.8 | 990 | 0.8610 | 0.6846 | 0.8610 | 0.9279 |
| 0.4615 | 19.84 | 992 | 0.9545 | 0.6797 | 0.9545 | 0.9770 |
| 0.4615 | 19.88 | 994 | 1.0321 | 0.6582 | 1.0321 | 1.0159 |
| 0.4615 | 19.92 | 996 | 0.9968 | 0.6579 | 0.9968 | 0.9984 |
| 0.4615 | 19.96 | 998 | 0.9334 | 0.6577 | 0.9334 | 0.9661 |
| 0.0739 | 20.0 | 1000 | 0.8463 | 0.7105 | 0.8463 | 0.9199 |
| 0.0739 | 20.04 | 1002 | 0.8208 | 0.7248 | 0.8208 | 0.9060 |
| 0.0739 | 20.08 | 1004 | 0.8239 | 0.7248 | 0.8239 | 0.9077 |
| 0.0739 | 20.12 | 1006 | 0.8222 | 0.7075 | 0.8222 | 0.9067 |
| 0.0739 | 20.16 | 1008 | 0.7761 | 0.6901 | 0.7761 | 0.8810 |
| 0.0739 | 20.2 | 1010 | 0.7295 | 0.7133 | 0.7295 | 0.8541 |
| 0.0739 | 20.24 | 1012 | 0.7433 | 0.7133 | 0.7433 | 0.8622 |
| 0.0739 | 20.28 | 1014 | 0.7875 | 0.6901 | 0.7875 | 0.8874 |
| 0.0739 | 20.32 | 1016 | 0.8594 | 0.6759 | 0.8594 | 0.9270 |
| 0.0739 | 20.36 | 1018 | 0.9195 | 0.6980 | 0.9195 | 0.9589 |
| 0.0739 | 20.4 | 1020 | 0.8913 | 0.6980 | 0.8913 | 0.9441 |
| 0.0739 | 20.44 | 1022 | 0.8465 | 0.6573 | 0.8465 | 0.9200 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k11_task1_organization
Base model
aubmindlab/bert-base-arabertv02